Report Categorical Features

Dataset statistics

Number of variables	25
Number of observations	99976
Missing cells	227059
Missing cells (%)	9.1%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	19.1 MiB
Average record size in memory	200.0 B

Variable types

Numeric	23
Categorical	2

Alerts

`account_amount_added_12_24m` is highly correlated with `num_unpaid_bills` and 2 other fields	High correlation
`account_days_in_rem_12_24m` is highly correlated with `sum_capital_paid_account_12_24m`	High correlation
`account_incoming_debt_vs_paid_0_24m` is highly correlated with `num_unpaid_bills`	High correlation
`avg_payment_span_0_12m` is highly correlated with `avg_payment_span_0_3m` and 1 other fields	High correlation
`avg_payment_span_0_3m` is highly correlated with `avg_payment_span_0_12m`	High correlation
`max_paid_inv_0_12m` is highly correlated with `max_paid_inv_0_24m` and 2 other fields	High correlation
`max_paid_inv_0_24m` is highly correlated with `max_paid_inv_0_12m` and 3 other fields	High correlation
`num_active_div_by_paid_inv_0_12m` is highly correlated with `num_active_inv` and 1 other fields	High correlation
`num_active_inv` is highly correlated with `num_active_div_by_paid_inv_0_12m` and 1 other fields	High correlation
`num_arch_ok_0_12m` is highly correlated with `max_paid_inv_0_12m` and 3 other fields	High correlation
`num_arch_ok_12_24m` is highly correlated with `max_paid_inv_0_24m` and 2 other fields	High correlation
`num_arch_rem_0_12m` is highly correlated with `avg_payment_span_0_12m`	High correlation
`num_unpaid_bills` is highly correlated with `account_amount_added_12_24m` and 5 other fields	High correlation
`sum_capital_paid_account_0_12m` is highly correlated with `account_amount_added_12_24m` and 2 other fields	High correlation
`sum_capital_paid_account_12_24m` is highly correlated with `account_amount_added_12_24m` and 3 other fields	High correlation
`sum_paid_inv_0_12m` is highly correlated with `max_paid_inv_0_12m` and 3 other fields	High correlation
`account_amount_added_12_24m` is highly correlated with `sum_capital_paid_account_0_12m` and 1 other fields	High correlation
`avg_payment_span_0_12m` is highly correlated with `avg_payment_span_0_3m`	High correlation
`avg_payment_span_0_3m` is highly correlated with `avg_payment_span_0_12m`	High correlation
`max_paid_inv_0_12m` is highly correlated with `max_paid_inv_0_24m` and 1 other fields	High correlation
`max_paid_inv_0_24m` is highly correlated with `max_paid_inv_0_12m`	High correlation
`num_active_inv` is highly correlated with `num_arch_ok_0_12m` and 2 other fields	High correlation
`num_arch_ok_0_12m` is highly correlated with `num_active_inv` and 2 other fields	High correlation
`num_arch_ok_12_24m` is highly correlated with `num_active_inv` and 2 other fields	High correlation
`sum_capital_paid_account_0_12m` is highly correlated with `account_amount_added_12_24m` and 1 other fields	High correlation
`sum_capital_paid_account_12_24m` is highly correlated with `account_amount_added_12_24m` and 1 other fields	High correlation
`sum_paid_inv_0_12m` is highly correlated with `max_paid_inv_0_12m` and 3 other fields	High correlation
`account_amount_added_12_24m` is highly correlated with `sum_capital_paid_account_0_12m` and 1 other fields	High correlation
`avg_payment_span_0_12m` is highly correlated with `avg_payment_span_0_3m`	High correlation
`avg_payment_span_0_3m` is highly correlated with `avg_payment_span_0_12m`	High correlation
`max_paid_inv_0_12m` is highly correlated with `max_paid_inv_0_24m` and 1 other fields	High correlation
`max_paid_inv_0_24m` is highly correlated with `max_paid_inv_0_12m` and 1 other fields	High correlation
`num_active_div_by_paid_inv_0_12m` is highly correlated with `num_active_inv` and 1 other fields	High correlation
`num_active_inv` is highly correlated with `num_active_div_by_paid_inv_0_12m` and 1 other fields	High correlation
`num_arch_ok_0_12m` is highly correlated with `num_arch_ok_12_24m` and 1 other fields	High correlation
`num_arch_ok_12_24m` is highly correlated with `num_arch_ok_0_12m` and 1 other fields	High correlation
`num_unpaid_bills` is highly correlated with `num_active_div_by_paid_inv_0_12m` and 2 other fields	High correlation
`sum_capital_paid_account_0_12m` is highly correlated with `account_amount_added_12_24m` and 2 other fields	High correlation
`sum_capital_paid_account_12_24m` is highly correlated with `account_amount_added_12_24m` and 1 other fields	High correlation
`sum_paid_inv_0_12m` is highly correlated with `max_paid_inv_0_12m` and 3 other fields	High correlation
`account_amount_added_12_24m` is highly correlated with `sum_capital_paid_account_0_12m` and 1 other fields	High correlation
`account_days_in_dc_12_24m` is highly correlated with `account_days_in_term_12_24m`	High correlation
`account_days_in_term_12_24m` is highly correlated with `account_days_in_dc_12_24m`	High correlation
`avg_payment_span_0_12m` is highly correlated with `avg_payment_span_0_3m`	High correlation
`avg_payment_span_0_3m` is highly correlated with `avg_payment_span_0_12m`	High correlation
`max_paid_inv_0_12m` is highly correlated with `max_paid_inv_0_24m`	High correlation
`max_paid_inv_0_24m` is highly correlated with `max_paid_inv_0_12m`	High correlation
`num_active_inv` is highly correlated with `num_arch_ok_0_12m` and 3 other fields	High correlation
`num_arch_dc_0_12m` is highly correlated with `num_arch_dc_12_24m`	High correlation
`num_arch_dc_12_24m` is highly correlated with `num_arch_dc_0_12m`	High correlation
`num_arch_ok_0_12m` is highly correlated with `num_active_inv` and 3 other fields	High correlation
`num_arch_ok_12_24m` is highly correlated with `num_active_inv` and 2 other fields	High correlation
`num_arch_rem_0_12m` is highly correlated with `num_arch_ok_0_12m` and 1 other fields	High correlation
`num_arch_written_off_12_24m` is highly correlated with `recovery_debt`	High correlation
`num_unpaid_bills` is highly correlated with `num_active_inv` and 1 other fields	High correlation
`recovery_debt` is highly correlated with `num_arch_written_off_12_24m`	High correlation
`sum_capital_paid_account_0_12m` is highly correlated with `account_amount_added_12_24m` and 1 other fields	High correlation
`sum_capital_paid_account_12_24m` is highly correlated with `account_amount_added_12_24m` and 1 other fields	High correlation
`sum_paid_inv_0_12m` is highly correlated with `num_active_inv` and 4 other fields	High correlation
`account_days_in_dc_12_24m` has 11836 (11.8%) missing values	Missing
`account_days_in_rem_12_24m` has 11836 (11.8%) missing values	Missing
`account_days_in_term_12_24m` has 11836 (11.8%) missing values	Missing
`account_incoming_debt_vs_paid_0_24m` has 59315 (59.3%) missing values	Missing
`avg_payment_span_0_12m` has 23836 (23.8%) missing values	Missing
`avg_payment_span_0_3m` has 49305 (49.3%) missing values	Missing
`num_active_div_by_paid_inv_0_12m` has 22939 (22.9%) missing values	Missing
`num_arch_written_off_0_12m` has 18078 (18.1%) missing values	Missing
`num_arch_written_off_12_24m` has 18078 (18.1%) missing values	Missing
`account_days_in_dc_12_24m` is highly skewed (γ1 = 38.39324078)	Skewed
`account_incoming_debt_vs_paid_0_24m` is highly skewed (γ1 = 100.6863358)	Skewed
`recovery_debt` is highly skewed (γ1 = 133.689137)	Skewed
`account_amount_added_12_24m` has 71362 (71.4%) zeros	Zeros
`account_days_in_dc_12_24m` has 87879 (87.9%) zeros	Zeros
`account_days_in_rem_12_24m` has 78522 (78.5%) zeros	Zeros
`account_days_in_term_12_24m` has 86932 (87.0%) zeros	Zeros
`account_incoming_debt_vs_paid_0_24m` has 13072 (13.1%) zeros	Zeros
`max_paid_inv_0_12m` has 21692 (21.7%) zeros	Zeros
`max_paid_inv_0_24m` has 17615 (17.6%) zeros	Zeros
`num_active_div_by_paid_inv_0_12m` has 48706 (48.7%) zeros	Zeros
`num_active_inv` has 69515 (69.5%) zeros	Zeros
`num_arch_dc_0_12m` has 95724 (95.7%) zeros	Zeros
`num_arch_dc_12_24m` has 95991 (96.0%) zeros	Zeros
`num_arch_ok_0_12m` has 27406 (27.4%) zeros	Zeros
`num_arch_ok_12_24m` has 37905 (37.9%) zeros	Zeros
`num_arch_rem_0_12m` has 76709 (76.7%) zeros	Zeros
`num_unpaid_bills` has 52000 (52.0%) zeros	Zeros
`recovery_debt` has 99754 (99.8%) zeros	Zeros
`sum_capital_paid_account_0_12m` has 66011 (66.0%) zeros	Zeros
`sum_capital_paid_account_12_24m` has 74788 (74.8%) zeros	Zeros
`sum_paid_inv_0_12m` has 21692 (21.7%) zeros	Zeros

Reproduction

Analysis started	2022-09-22 14:43:48.293638
Analysis finished	2022-09-22 14:44:45.314897
Duration	57.02 seconds
Software version	pandas-profiling v3.1.0
Download configuration	config.json

account_amount_added_12_24m
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	23721
Distinct (%)	23.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12255.14952

Minimum	0
Maximum	1128775
Zeros	71362
Zeros (%)	71.4%
Negative	0
Negative (%)	0.0%
Memory size	781.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	4937.25
95-th percentile	72967
Maximum	1128775
Range	1128775
Interquartile range (IQR)	4937.25

Descriptive statistics

Standard deviation	35481.48374
Coefficient of variation (CV)	2.895230588
Kurtosis	91.75787351
Mean	12255.14952
Median Absolute Deviation (MAD)	0
Skewness	6.767239749
Sum	1225220828
Variance	1258935688
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	71362	71.4%
50	34	< 0.1%
30	34	< 0.1%
90	25	< 0.1%
60	22	< 0.1%
100	19	< 0.1%
20	12	< 0.1%
80	10	< 0.1%
40	8	< 0.1%
7431	6	< 0.1%
Other values (23711)	28444	28.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	71362	71.4%
1	1	< 0.1%
11	6	< 0.1%
13	2	< 0.1%
14	4	< 0.1%
15	1	< 0.1%
16	1	< 0.1%
17	6	< 0.1%
18	4	< 0.1%
20	12	< 0.1%

Value	Count	Frequency (%)
1128775	1	< 0.1%
1128654	1	< 0.1%
963598	1	< 0.1%
963594	1	< 0.1%
963477	1	< 0.1%
913943	1	< 0.1%
913805	1	< 0.1%
817134	1	< 0.1%
817029	1	< 0.1%
751971	1	< 0.1%

account_days_in_dc_12_24m
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING
SKEWED
ZEROS

Distinct	127
Distinct (%)	0.1%
Missing	11836
Missing (%)	11.8%
Infinite	0
Infinite (%)	0.0%
Mean	0.2230428863

Minimum	0
Maximum	365
Zeros	87879
Zeros (%)	87.9%
Negative	0
Negative (%)	0.0%
Memory size	781.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	365
Range	365
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	5.808116523
Coefficient of variation (CV)	26.04035761
Kurtosis	1776.48798
Mean	0.2230428863
Median Absolute Deviation (MAD)	0
Skewness	38.39324078
Sum	19659
Variance	33.73421754
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	87879	87.9%
9	11	< 0.1%
28	10	< 0.1%
42	9	< 0.1%
67	9	< 0.1%
7	8	< 0.1%
56	7	< 0.1%
35	7	< 0.1%
99	7	< 0.1%
43	6	< 0.1%
Other values (117)	187	0.2%
(Missing)	11836	11.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	87879	87.9%
1	1	< 0.1%
3	6	< 0.1%
4	2	< 0.1%
5	1	< 0.1%
7	8	< 0.1%
9	11	< 0.1%
10	3	< 0.1%
11	3	< 0.1%
12	1	< 0.1%

Value	Count	Frequency (%)
365	1	< 0.1%
362	1	< 0.1%
350	2	< 0.1%
322	1	< 0.1%
318	1	< 0.1%
316	1	< 0.1%
291	1	< 0.1%
289	2	< 0.1%
276	1	< 0.1%
271	1	< 0.1%

account_days_in_rem_12_24m
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING
ZEROS

Distinct	282
Distinct (%)	0.3%
Missing	11836
Missing (%)	11.8%
Infinite	0
Infinite (%)	0.0%
Mean	5.044622192

Minimum	0
Maximum	365
Zeros	78522
Zeros (%)	78.5%
Negative	0
Negative (%)	0.0%
Memory size	781.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	31
Maximum	365
Range	365
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	22.86397119
Coefficient of variation (CV)	4.532345598
Kurtosis	76.90992083
Mean	5.044622192
Median Absolute Deviation (MAD)	0
Skewness	7.545146569
Sum	444633
Variance	522.7611784
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	78522	78.5%
1	529	0.5%
2	315	0.3%
21	258	0.3%
15	236	0.2%
16	221	0.2%
3	214	0.2%
14	212	0.2%
22	190	0.2%
13	184	0.2%
Other values (272)	7259	7.3%
(Missing)	11836	11.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	78522	78.5%
1	529	0.5%
2	315	0.3%
3	214	0.2%
4	172	0.2%
5	87	0.1%
6	129	0.1%
7	178	0.2%
8	153	0.2%
9	137	0.1%

Value	Count	Frequency (%)
365	50	0.1%
362	1	< 0.1%
358	1	< 0.1%
356	1	< 0.1%
354	2	< 0.1%
353	1	< 0.1%
351	1	< 0.1%
346	1	< 0.1%
343	1	< 0.1%
341	1	< 0.1%

account_days_in_term_12_24m
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING
ZEROS

Distinct	64
Distinct (%)	0.1%
Missing	11836
Missing (%)	11.8%
Infinite	0
Infinite (%)	0.0%
Mean	0.2868958475

Minimum	0
Maximum	97
Zeros	86932
Zeros (%)	87.0%
Negative	0
Negative (%)	0.0%
Memory size	781.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	97
Range	97
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2.929910479
Coefficient of variation (CV)	10.21245342
Kurtosis	188.5714584
Mean	0.2868958475
Median Absolute Deviation (MAD)	0
Skewness	12.49859581
Sum	25287
Variance	8.584375415
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	86932	87.0%
34	274	0.3%
7	56	0.1%
1	52	0.1%
2	49	< 0.1%
11	42	< 0.1%
22	39	< 0.1%
8	38	< 0.1%
15	38	< 0.1%
23	36	< 0.1%
Other values (54)	584	0.6%
(Missing)	11836	11.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	86932	87.0%
1	52	0.1%
2	49	< 0.1%
3	30	< 0.1%
4	20	< 0.1%
5	21	< 0.1%
6	24	< 0.1%
7	56	0.1%
8	38	< 0.1%
9	31	< 0.1%

Value	Count	Frequency (%)
97	2	< 0.1%
91	1	< 0.1%
80	1	< 0.1%
68	1	< 0.1%
67	2	< 0.1%
65	3	< 0.1%
64	1	< 0.1%
63	5	< 0.1%
61	1	< 0.1%
60	2	< 0.1%

account_incoming_debt_vs_paid_0_24m
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING
SKEWED
ZEROS

Distinct	23674
Distinct (%)	58.2%
Missing	59315
Missing (%)	59.3%
Infinite	0
Infinite (%)	0.0%
Mean	1.331291764

Minimum	0
Maximum	3914
Zeros	13072
Zeros (%)	13.1%
Negative	0
Negative (%)	0.0%
Memory size	781.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.1520819113
Q3	0.662952183
95-th percentile	2.792796942
Maximum	3914
Range	3914
Interquartile range (IQR)	0.662952183

Descriptive statistics

Standard deviation	26.48229928
Coefficient of variation (CV)	19.8921829
Kurtosis	12826.8267
Mean	1.331291764
Median Absolute Deviation (MAD)	0.1520819113
Skewness	100.6863358
Sum	54131.65444
Variance	701.312175
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	13072	13.1%
8.03442623	57	0.1%
0.004300732717	18	< 0.1%
2.151462995 × 10^-5	17	< 0.1%
0.003650190114	15	< 0.1%
1.101746268 × 10^-5	14	< 0.1%
0.0001136040897	12	< 0.1%
0.01112487991	12	< 0.1%
61.17605634	11	< 0.1%
0.000968054211	11	< 0.1%
Other values (23664)	27422	27.4%
(Missing)	59315	59.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	13072	13.1%
3.788294926 × 10^-6	3	< 0.1%
4.933934615 × 10^-6	2	< 0.1%
5.956245421 × 10^-6	1	< 0.1%
6.034529578 × 10^-6	1	< 0.1%
6.170173382 × 10^-6	1	< 0.1%
6.584318786 × 10^-6	1	< 0.1%
6.708482877 × 10^-6	1	< 0.1%
7.028048943 × 10^-6	2	< 0.1%
7.125907662 × 10^-6	1	< 0.1%

Value	Count	Frequency (%)
3914	1	< 0.1%
1443.48	1	< 0.1%
1435.58	3	< 0.1%
1336.935484	1	< 0.1%
1176.888889	1	< 0.1%
329.4814815	1	< 0.1%
299.7321429	1	< 0.1%
294	1	< 0.1%
270.195122	1	< 0.1%
245.6086957	1	< 0.1%

age
Real number (ℝ_≥0)

Distinct	79
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	36.01628391

Minimum	18
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	781.2 KiB

Quantile statistics

Minimum	18
5-th percentile	19
Q1	25
median	34
Q3	45
95-th percentile	60
Maximum	100
Range	82
Interquartile range (IQR)	20

Descriptive statistics

Standard deviation	13.00130583
Coefficient of variation (CV)	0.3609841001
Kurtosis	-0.04225289525
Mean	36.01628391
Median Absolute Deviation (MAD)	10
Skewness	0.6895777822
Sum	3600764
Variance	169.0339534
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
18	3704	3.7%
22	3477	3.5%
21	3470	3.5%
20	3258	3.3%
23	3256	3.3%
24	3013	3.0%
28	3004	3.0%
26	2979	3.0%
29	2967	3.0%
25	2949	2.9%
Other values (69)	67899	67.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
18	3704	3.7%
19	2653	2.7%
20	3258	3.3%
21	3470	3.5%
22	3477	3.5%
23	3256	3.3%
24	3013	3.0%
25	2949	2.9%
26	2979	3.0%
27	2920	2.9%

Value	Count	Frequency (%)
100	1	< 0.1%
95	1	< 0.1%
94	1	< 0.1%
93	2	< 0.1%
92	1	< 0.1%
91	2	< 0.1%
90	2	< 0.1%
89	4	< 0.1%
88	6	< 0.1%
87	5	< 0.1%

avg_payment_span_0_12m
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	7939
Distinct (%)	10.4%
Missing	23836
Missing (%)	23.8%
Infinite	0
Infinite (%)	0.0%
Mean	17.97147269

Minimum	0
Maximum	260
Zeros	500
Zeros (%)	0.5%
Negative	0
Negative (%)	0.0%
Memory size	781.2 KiB

Quantile statistics

Minimum	0
5-th percentile	5.135063559
Q1	10.8
median	14.90909091
Q3	21
95-th percentile	41
Maximum	260
Range	260
Interquartile range (IQR)	10.2

Descriptive statistics

Standard deviation	12.75106572
Coefficient of variation (CV)	0.7095170184
Kurtosis	20.71225599
Mean	17.97147269
Median Absolute Deviation (MAD)	4.909090909
Skewness	3.203545818
Sum	1368347.931
Variance	162.589677
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
14	2144	2.1%
13	1833	1.8%
15	1281	1.3%
12	1227	1.2%
16	1166	1.2%
11	1081	1.1%
10	1037	1.0%
9	996	1.0%
17	962	1.0%
7	902	0.9%
Other values (7929)	63511	63.5%
(Missing)	23836	23.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	500	0.5%
0.1666666667	3	< 0.1%
0.2	1	< 0.1%
0.2222222222	1	< 0.1%
0.25	3	< 0.1%
0.2857142857	1	< 0.1%
0.3333333333	10	< 0.1%
0.375	1	< 0.1%
0.5	37	< 0.1%
0.5161290323	2	< 0.1%

Value	Count	Frequency (%)
260	1	< 0.1%
224	1	< 0.1%
217	1	< 0.1%
204	1	< 0.1%
187	1	< 0.1%
184	1	< 0.1%
182	1	< 0.1%
174	1	< 0.1%
173	1	< 0.1%
169	2	< 0.1%

avg_payment_span_0_3m
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	2256
Distinct (%)	4.5%
Missing	49305
Missing (%)	49.3%
Infinite	0
Infinite (%)	0.0%
Mean	14.98978561

Minimum	0
Maximum	87
Zeros	802
Zeros (%)	0.8%
Negative	0
Negative (%)	0.0%
Memory size	781.2 KiB

Quantile statistics

Minimum	0
5-th percentile	3
Q1	8.4
median	13
Q3	18.28571429
95-th percentile	36
Maximum	87
Range	87
Interquartile range (IQR)	9.885714286

Descriptive statistics

Standard deviation	10.29742038
Coefficient of variation (CV)	0.6869624853
Kurtosis	4.824439581
Mean	14.98978561
Median Absolute Deviation (MAD)	5
Skewness	1.783164222
Sum	759547.4267
Variance	106.0368664
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
14	2764	2.8%
13	2269	2.3%
6	1348	1.3%
12	1335	1.3%
16	1331	1.3%
7	1327	1.3%
15	1295	1.3%
10	1252	1.3%
11	1211	1.2%
9	1150	1.2%
Other values (2246)	35389	35.4%
(Missing)	49305	49.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	802	0.8%
0.08333333333	1	< 0.1%
0.1666666667	3	< 0.1%
0.2	1	< 0.1%
0.25	4	< 0.1%
0.2857142857	1	< 0.1%
0.3333333333	10	< 0.1%
0.3636363636	1	< 0.1%
0.3888888889	1	< 0.1%
0.4	1	< 0.1%

Value	Count	Frequency (%)
87	1	< 0.1%
86	1	< 0.1%
84	5	< 0.1%
83	5	< 0.1%
82	1	< 0.1%
81	2	< 0.1%
80	4	< 0.1%
79.66666667	1	< 0.1%
79	1	< 0.1%
78	2	< 0.1%

max_paid_inv_0_12m
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	12497
Distinct (%)	12.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9203.654217

Minimum	0
Maximum	279000
Zeros	21692
Zeros (%)	21.7%
Negative	0
Negative (%)	0.0%
Memory size	781.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2000
median	6052
Q3	11380
95-th percentile	29272.5
Maximum	279000
Range	279000
Interquartile range (IQR)	9380

Descriptive statistics

Standard deviation	13512.16723
Coefficient of variation (CV)	1.468130691
Kurtosis	56.10386348
Mean	9203.654217
Median Absolute Deviation (MAD)	4772
Skewness	5.653271466
Sum	920144534
Variance	182578663.2
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	21692	21.7%
5290	440	0.4%
895	397	0.4%
4290	364	0.4%
5000	290	0.3%
6790	278	0.3%
4790	274	0.3%
3290	261	0.3%
2290	251	0.3%
6290	237	0.2%
Other values (12487)	75492	75.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	21692	21.7%
90	1	< 0.1%
175	2	< 0.1%
210	1	< 0.1%
270	2	< 0.1%
290	2	< 0.1%
295	4	< 0.1%
300	3	< 0.1%
320	1	< 0.1%
340	1	< 0.1%

Value	Count	Frequency (%)
279000	1	< 0.1%
270295	1	< 0.1%
264300	3	< 0.1%
260395	1	< 0.1%
251890	1	< 0.1%
245110	2	< 0.1%
240000	1	< 0.1%
235790	2	< 0.1%
233890	7	< 0.1%
230545	1	< 0.1%

max_paid_inv_0_24m
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	12932
Distinct (%)	12.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11215.12082

Minimum	0
Maximum	538500
Zeros	17615
Zeros (%)	17.6%
Negative	0
Negative (%)	0.0%
Memory size	781.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3350
median	7580
Q3	13783
95-th percentile	34295
Maximum	538500
Range	538500
Interquartile range (IQR)	10433

Descriptive statistics

Standard deviation	15256.41494
Coefficient of variation (CV)	1.360343342
Kurtosis	56.77507679
Mean	11215.12082
Median Absolute Deviation (MAD)	5005
Skewness	5.367850225
Sum	1121242919
Variance	232758196.7
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	17615	17.6%
5290	433	0.4%
4290	280	0.3%
5000	249	0.2%
6290	249	0.2%
895	247	0.2%
9290	245	0.2%
6790	240	0.2%
3290	235	0.2%
4790	225	0.2%
Other values (12922)	79958	80.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17615	17.6%
90	1	< 0.1%
175	1	< 0.1%
210	2	< 0.1%
270	1	< 0.1%
290	1	< 0.1%
295	3	< 0.1%
300	3	< 0.1%
320	1	< 0.1%
370	1	< 0.1%

Value	Count	Frequency (%)
538500	1	< 0.1%
279000	1	< 0.1%
270295	1	< 0.1%
264300	3	< 0.1%
260395	1	< 0.1%
251890	1	< 0.1%
245110	2	< 0.1%
240000	1	< 0.1%
235790	2	< 0.1%
234995	1	< 0.1%

num_active_div_by_paid_inv_0_12m
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
MISSING
ZEROS

Distinct	861
Distinct (%)	1.1%
Missing	22939
Missing (%)	22.9%
Infinite	0
Infinite (%)	0.0%
Mean	0.114840286

Minimum	0
Maximum	9
Zeros	48706
Zeros (%)	48.7%
Negative	0
Negative (%)	0.0%
Memory size	781.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.1
95-th percentile	0.5
Maximum	9
Range	9
Interquartile range (IQR)	0.1

Descriptive statistics

Standard deviation	0.293483024
Coefficient of variation (CV)	2.555575525
Kurtosis	82.01839065
Mean	0.114840286
Median Absolute Deviation (MAD)	0
Skewness	6.366929886
Sum	8846.951109
Variance	0.08613228539
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	48706	48.7%
1	2425	2.4%
0.5	2273	2.3%
0.3333333333	1918	1.9%
0.25	1683	1.7%
0.2	1490	1.5%
0.1666666667	1270	1.3%
0.1428571429	1098	1.1%
0.125	905	0.9%
0.1111111111	826	0.8%
Other values (851)	14443	14.4%
(Missing)	22939	22.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	48706	48.7%
0.006666666667	1	< 0.1%
0.007142857143	1	< 0.1%
0.007299270073	3	< 0.1%
0.007462686567	1	< 0.1%
0.007518796992	1	< 0.1%
0.007936507937	4	< 0.1%
0.00826446281	1	< 0.1%
0.008333333333	1	< 0.1%
0.008474576271	2	< 0.1%

Value	Count	Frequency (%)
9	2	< 0.1%
8	1	< 0.1%
7	2	< 0.1%
6	5	< 0.1%
5	10	< 0.1%
4.5	1	< 0.1%
4	14	< 0.1%
3.5	2	< 0.1%
3	75	0.1%
2.5	8	< 0.1%

num_active_inv
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	37
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.5994038569

Minimum	0
Maximum	47
Zeros	69515
Zeros (%)	69.5%
Negative	0
Negative (%)	0.0%
Memory size	781.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	3
Maximum	47
Range	47
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.550026416
Coefficient of variation (CV)	2.585946684
Kurtosis	108.5395278
Mean	0.5994038569
Median Absolute Deviation (MAD)	0
Skewness	7.918090283
Sum	59926
Variance	2.40258189
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=37)

Value	Count	Frequency (%)
0	69515	69.5%
1	18493	18.5%
2	6250	6.3%
3	2529	2.5%
4	1207	1.2%
5	649	0.6%
6	398	0.4%
7	225	0.2%
8	154	0.2%
9	111	0.1%
Other values (27)	445	0.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	69515	69.5%
1	18493	18.5%
2	6250	6.3%
3	2529	2.5%
4	1207	1.2%
5	649	0.6%
6	398	0.4%
7	225	0.2%
8	154	0.2%
9	111	0.1%

Value	Count	Frequency (%)
47	1	< 0.1%
38	2	< 0.1%
37	3	< 0.1%
35	2	< 0.1%
33	4	< 0.1%
31	1	< 0.1%
30	2	< 0.1%
29	3	< 0.1%
28	7	< 0.1%
27	7	< 0.1%

num_arch_dc_0_12m
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	15
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.06174481876

Minimum	0
Maximum	17
Zeros	95724
Zeros (%)	95.7%
Negative	0
Negative (%)	0.0%
Memory size	781.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	17
Range	17
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.3746913273
Coefficient of variation (CV)	6.068384924
Kurtosis	265.3512069
Mean	0.06174481876
Median Absolute Deviation (MAD)	0
Skewness	12.27561745
Sum	6173
Variance	0.1403935907
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
0	95724	95.7%
1	3192	3.2%
2	681	0.7%
3	196	0.2%
4	77	0.1%
6	35	< 0.1%
5	30	< 0.1%
7	21	< 0.1%
8	5	< 0.1%
13	4	< 0.1%
Other values (5)	11	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	95724	95.7%
1	3192	3.2%
2	681	0.7%
3	196	0.2%
4	77	0.1%
5	30	< 0.1%
6	35	< 0.1%
7	21	< 0.1%
8	5	< 0.1%
9	2	< 0.1%

Value	Count	Frequency (%)
17	1	< 0.1%
16	1	< 0.1%
13	4	< 0.1%
11	3	< 0.1%
10	4	< 0.1%
9	2	< 0.1%
8	5	< 0.1%
7	21	< 0.1%
6	35	< 0.1%
5	30	< 0.1%

num_arch_dc_12_24m
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	13
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.05936424742

Minimum	0
Maximum	13
Zeros	95991
Zeros (%)	96.0%
Negative	0
Negative (%)	0.0%
Memory size	781.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	13
Range	13
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.3662243329
Coefficient of variation (CV)	6.169105965
Kurtosis	184.2389426
Mean	0.05936424742
Median Absolute Deviation (MAD)	0
Skewness	10.91096016
Sum	5935
Variance	0.134120262
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
0	95991	96.0%
1	2913	2.9%
2	665	0.7%
3	195	0.2%
4	106	0.1%
5	46	< 0.1%
7	24	< 0.1%
6	17	< 0.1%
10	6	< 0.1%
8	6	< 0.1%
Other values (3)	7	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	95991	96.0%
1	2913	2.9%
2	665	0.7%
3	195	0.2%
4	106	0.1%
5	46	< 0.1%
6	17	< 0.1%
7	24	< 0.1%
8	6	< 0.1%
9	2	< 0.1%

Value	Count	Frequency (%)
13	1	< 0.1%
11	4	< 0.1%
10	6	< 0.1%
9	2	< 0.1%
8	6	< 0.1%
7	24	< 0.1%
6	17	< 0.1%
5	46	< 0.1%
4	106	0.1%
3	195	0.2%

num_arch_ok_0_12m
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	201
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.275826198

Minimum	0
Maximum	261
Zeros	27406
Zeros (%)	27.4%
Negative	0
Negative (%)	0.0%
Memory size	781.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	7
95-th percentile	30
Maximum	261
Range	261
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	16.03036935
Coefficient of variation (CV)	2.203236981
Kurtosis	46.01920749
Mean	7.275826198
Median Absolute Deviation (MAD)	2
Skewness	5.722424978
Sum	727408
Variance	256.9727414
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	27406	27.4%
1	14098	14.1%
2	9929	9.9%
3	7370	7.4%
4	5808	5.8%
5	4717	4.7%
6	3822	3.8%
7	3130	3.1%
8	2497	2.5%
9	2126	2.1%
Other values (191)	19073	19.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	27406	27.4%
1	14098	14.1%
2	9929	9.9%
3	7370	7.4%
4	5808	5.8%
5	4717	4.7%
6	3822	3.8%
7	3130	3.1%
8	2497	2.5%
9	2126	2.1%

Value	Count	Frequency (%)
261	1	< 0.1%
248	1	< 0.1%
247	1	< 0.1%
236	1	< 0.1%
232	1	< 0.1%
231	1	< 0.1%
225	5	< 0.1%
224	3	< 0.1%
223	5	< 0.1%
222	7	< 0.1%

num_arch_ok_12_24m
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	200
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.369798752

Minimum	0
Maximum	313
Zeros	37905
Zeros (%)	37.9%
Negative	0
Negative (%)	0.0%
Memory size	781.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	6
95-th percentile	28
Maximum	313
Range	313
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	15.35024427
Coefficient of variation (CV)	2.409847606
Kurtosis	82.59847026
Mean	6.369798752
Median Absolute Deviation (MAD)	2
Skewness	7.153601334
Sum	636827
Variance	235.6299992
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	37905	37.9%
1	11038	11.0%
2	8305	8.3%
3	6255	6.3%
4	4824	4.8%
5	4138	4.1%
6	3415	3.4%
7	2761	2.8%
8	2369	2.4%
9	1906	1.9%
Other values (190)	17060	17.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	37905	37.9%
1	11038	11.0%
2	8305	8.3%
3	6255	6.3%
4	4824	4.8%
5	4138	4.1%
6	3415	3.4%
7	2761	2.8%
8	2369	2.4%
9	1906	1.9%

Value	Count	Frequency (%)
313	1	< 0.1%
304	1	< 0.1%
302	2	< 0.1%
301	1	< 0.1%
293	6	< 0.1%
292	2	< 0.1%
290	2	< 0.1%
288	1	< 0.1%
278	1	< 0.1%
277	2	< 0.1%

num_arch_rem_0_12m
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	31
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.4694426662

Minimum	0
Maximum	42
Zeros	76709
Zeros (%)	76.7%
Negative	0
Negative (%)	0.0%
Memory size	781.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	2
Maximum	42
Range	42
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.360348893
Coefficient of variation (CV)	2.897795601
Kurtosis	129.526541
Mean	0.4694426662
Median Absolute Deviation (MAD)	0
Skewness	8.358018709
Sum	46933
Variance	1.850549111
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
0	76709	76.7%
1	13521	13.5%
2	4758	4.8%
3	2270	2.3%
4	1092	1.1%
5	602	0.6%
6	322	0.3%
7	222	0.2%
8	115	0.1%
9	80	0.1%
Other values (21)	285	0.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	76709	76.7%
1	13521	13.5%
2	4758	4.8%
3	2270	2.3%
4	1092	1.1%
5	602	0.6%
6	322	0.3%
7	222	0.2%
8	115	0.1%
9	80	0.1%

Value	Count	Frequency (%)
42	3	< 0.1%
39	2	< 0.1%
29	10	< 0.1%
27	7	< 0.1%
26	5	< 0.1%
25	7	< 0.1%
24	16	< 0.1%
23	6	< 0.1%
22	1	< 0.1%
21	8	< 0.1%

num_arch_written_off_0_12m
Categorical

MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	18078
Missing (%)	18.1%
Memory size	781.2 KiB

0.0	81888
1.0	10

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	81888	81.9%
1.0	10	< 0.1%
(Missing)	18078	18.1%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
0.0	81888	> 99.9%
1.0	10	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

num_arch_written_off_12_24m
Categorical

HIGH CORRELATION
MISSING

Distinct	3
Distinct (%)	< 0.1%
Missing	18078
Missing (%)	18.1%
Memory size	781.2 KiB

0.0	81887
1.0	9
2.0	2

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	81887	81.9%
1.0	9	< 0.1%
2.0	2	< 0.1%
(Missing)	18078	18.1%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
0.0	81887	> 99.9%
1.0	9	< 0.1%
2.0	2	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

num_unpaid_bills
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	132
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.141563975

Minimum	0
Maximum	182
Zeros	52000
Zeros (%)	52.0%
Negative	0
Negative (%)	0.0%
Memory size	781.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	2
95-th percentile	10
Maximum	182
Range	182
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	6.300977704
Coefficient of variation (CV)	2.942231835
Kurtosis	173.107918
Mean	2.141563975
Median Absolute Deviation (MAD)	0
Skewness	10.40120692
Sum	214105
Variance	39.70232003
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	52000	52.0%
1	19300	19.3%
2	9216	9.2%
3	5007	5.0%
4	3034	3.0%
5	2016	2.0%
6	1519	1.5%
7	1157	1.2%
8	891	0.9%
9	756	0.8%
Other values (122)	5080	5.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	52000	52.0%
1	19300	19.3%
2	9216	9.2%
3	5007	5.0%
4	3034	3.0%
5	2016	2.0%
6	1519	1.5%
7	1157	1.2%
8	891	0.9%
9	756	0.8%

Value	Count	Frequency (%)
182	1	< 0.1%
162	1	< 0.1%
160	2	< 0.1%
159	1	< 0.1%
158	1	< 0.1%
153	3	< 0.1%
152	1	< 0.1%
150	1	< 0.1%
149	1	< 0.1%
147	2	< 0.1%

recovery_debt
Real number (ℝ_≥0)

HIGH CORRELATION
SKEWED
ZEROS

Distinct	111
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.035428503

Minimum	0
Maximum	36479
Zeros	99754
Zeros (%)	99.8%
Negative	0
Negative (%)	0.0%
Memory size	781.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	36479
Range	36479
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	163.934564
Coefficient of variation (CV)	40.62383062
Kurtosis	26142.93973
Mean	4.035428503
Median Absolute Deviation (MAD)	0
Skewness	133.689137
Sum	403446
Variance	26874.54126
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	99754	99.8%
500	47	< 0.1%
1000	24	< 0.1%
1500	7	< 0.1%
2190	6	< 0.1%
601	4	< 0.1%
1275	4	< 0.1%
1939	3	< 0.1%
2080	3	< 0.1%
2580	3	< 0.1%
Other values (101)	121	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	99754	99.8%
47	1	< 0.1%
90	1	< 0.1%
99	1	< 0.1%
348	2	< 0.1%
400	1	< 0.1%
500	47	< 0.1%
519	1	< 0.1%
521	1	< 0.1%
530	1	< 0.1%

Value	Count	Frequency (%)
36479	1	< 0.1%
16411	1	< 0.1%
11190	1	< 0.1%
10230	1	< 0.1%
7910	1	< 0.1%
7200	2	< 0.1%
6630	1	< 0.1%
6285	1	< 0.1%
6065	1	< 0.1%
5590	1	< 0.1%

sum_capital_paid_account_0_12m
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	22580
Distinct (%)	22.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10816.06539

Minimum	0
Maximum	571475
Zeros	66011
Zeros (%)	66.0%
Negative	0
Negative (%)	0.0%
Memory size	781.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	9029.75
95-th percentile	57993.75
Maximum	571475
Range	571475
Interquartile range (IQR)	9029.75

Descriptive statistics

Standard deviation	26463.97217
Coefficient of variation (CV)	2.446728198
Kurtosis	40.04623822
Mean	10816.06539
Median Absolute Deviation (MAD)	0
Skewness	4.920542743
Sum	1081346953
Variance	700341823
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	66011	66.0%
300	40	< 0.1%
2990	37	< 0.1%
700	27	< 0.1%
31067	26	< 0.1%
3385	23	< 0.1%
5290	21	< 0.1%
2641	20	< 0.1%
30	18	< 0.1%
100	18	< 0.1%
Other values (22570)	33735	33.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	66011	66.0%
1	9	< 0.1%
2	2	< 0.1%
3	17	< 0.1%
4	14	< 0.1%
5	6	< 0.1%
6	1	< 0.1%
7	3	< 0.1%
9	1	< 0.1%
10	3	< 0.1%

Value	Count	Frequency (%)
571475	1	< 0.1%
509348	1	< 0.1%
490672	4	< 0.1%
452715	1	< 0.1%
451351	1	< 0.1%
447678	1	< 0.1%
418519	1	< 0.1%
413220	4	< 0.1%
392076	1	< 0.1%
391836	1	< 0.1%

sum_capital_paid_account_12_24m
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	16667
Distinct (%)	16.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6542.895325

Minimum	0
Maximum	341859
Zeros	74788
Zeros (%)	74.8%
Negative	0
Negative (%)	0.0%
Memory size	781.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	85
95-th percentile	39200.75
Maximum	341859
Range	341859
Interquartile range (IQR)	85

Descriptive statistics

Standard deviation	19041.22359
Coefficient of variation (CV)	2.910213696
Kurtosis	43.76498797
Mean	6542.895325
Median Absolute Deviation (MAD)	0
Skewness	5.410064826
Sum	654132503
Variance	362568195.6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	74788	74.8%
300	72	0.1%
96974	37	< 0.1%
20390	30	< 0.1%
3485	27	< 0.1%
2190	25	< 0.1%
5990	22	< 0.1%
50	21	< 0.1%
895	20	< 0.1%
3190	19	< 0.1%
Other values (16657)	24915	24.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	74788	74.8%
1	6	< 0.1%
2	5	< 0.1%
3	6	< 0.1%
4	3	< 0.1%
5	2	< 0.1%
6	4	< 0.1%
7	2	< 0.1%
9	1	< 0.1%
10	4	< 0.1%

Value	Count	Frequency (%)
341859	1	< 0.1%
336568	2	< 0.1%
333900	1	< 0.1%
321102	1	< 0.1%
315838	1	< 0.1%
314738	1	< 0.1%
314503	1	< 0.1%
313502	2	< 0.1%
310682	1	< 0.1%
307975	1	< 0.1%

sum_paid_inv_0_12m
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	38387
Distinct (%)	38.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	39208.80222

Minimum	0
Maximum	2962870
Zeros	21692
Zeros (%)	21.7%
Negative	0
Negative (%)	0.0%
Memory size	781.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2600
median	15995
Q3	43844.25
95-th percentile	150288.5
Maximum	2962870
Range	2962870
Interquartile range (IQR)	41244.25

Descriptive statistics

Standard deviation	90649.28528
Coefficient of variation (CV)	2.311962624
Kurtosis	411.8589793
Mean	39208.80222
Median Absolute Deviation (MAD)	15995
Skewness	15.52557252
Sum	3919939211
Variance	8217292921
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	21692	21.7%
895	269	0.3%
1790	153	0.2%
2000	99	0.1%
1000	94	0.1%
2290	90	0.1%
1990	81	0.1%
3290	77	0.1%
2490	75	0.1%
1290	75	0.1%
Other values (38377)	77271	77.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	21692	21.7%
90	1	< 0.1%
175	2	< 0.1%
210	1	< 0.1%
270	2	< 0.1%
290	2	< 0.1%
295	4	< 0.1%
300	3	< 0.1%
320	1	< 0.1%
360	2	< 0.1%

Value	Count	Frequency (%)
2962870	1	< 0.1%
2853992	1	< 0.1%
2835652	2	< 0.1%
2792694	1	< 0.1%
2789204	3	< 0.1%
2768835	3	< 0.1%
2746889	3	< 0.1%
2744362	2	< 0.1%
2725405	2	< 0.1%
2719917	1	< 0.1%

time_hours
Real number (ℝ_≥0)

Distinct	50650
Distinct (%)	50.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15.32977989

Minimum	0.0002777777778
Maximum	23.99972222
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	781.2 KiB

Quantile statistics

Minimum	0.0002777777778
5-th percentile	7.364930556
Q1	11.62270833
median	15.79277778
Q3	19.54201389
95-th percentile	22.33972222
Maximum	23.99972222
Range	23.99944444
Interquartile range (IQR)	7.919305556

Descriptive statistics

Standard deviation	5.031360239
Coefficient of variation (CV)	0.3282082505
Kurtosis	-0.2260409869
Mean	15.32977989
Median Absolute Deviation (MAD)	3.934444444
Skewness	-0.4981009139
Sum	1532610.074
Variance	25.31458585
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
19.32361111	11	< 0.1%
19.6	9	< 0.1%
13.21666667	9	< 0.1%
15.47277778	9	< 0.1%
19.80694444	9	< 0.1%
17.08888889	8	< 0.1%
15.82222222	8	< 0.1%
18.17611111	8	< 0.1%
20.27527778	8	< 0.1%
18.09444444	8	< 0.1%
Other values (50640)	99889	99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.0002777777778	1	< 0.1%
0.001666666667	2	< 0.1%
0.003333333333	1	< 0.1%
0.003611111111	1	< 0.1%
0.004444444444	1	< 0.1%
0.005555555556	1	< 0.1%
0.006388888889	1	< 0.1%
0.007222222222	3	< 0.1%
0.007777777778	1	< 0.1%
0.008055555556	1	< 0.1%

Value	Count	Frequency (%)
23.99972222	2	< 0.1%
23.99861111	1	< 0.1%
23.99833333	1	< 0.1%
23.99666667	1	< 0.1%
23.99638889	4	< 0.1%
23.99583333	1	< 0.1%
23.99444444	2	< 0.1%
23.99305556	2	< 0.1%
23.99277778	1	< 0.1%
23.99194444	1	< 0.1%

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.

First rows

	account_amount_added_12_24m	account_days_in_dc_12_24m	account_days_in_rem_12_24m	account_days_in_term_12_24m	account_incoming_debt_vs_paid_0_24m	age	avg_payment_span_0_12m	avg_payment_span_0_3m	max_paid_inv_0_12m	max_paid_inv_0_24m	num_active_div_by_paid_inv_0_12m	num_active_inv	num_arch_ok_0_12m	num_arch_ok_12_24m	num_arch_rem_0_12m	num_arch_written_off_0_12m	num_arch_written_off_12_24m	num_unpaid_bills	sum_capital_paid_account_0_12m	sum_capital_paid_account_12_24m	sum_paid_inv_0_12m	time_hours
0	0	0.0	0.0	0.0	0.000000	20	12.692308	8.333333	31638.0	31638.0	0.153846	2	13	14	0	0.0	0.0	2	0	0	178839	9.653333
1	0	0.0	0.0	0.0	NaN	50	25.833333	25.000000	13749.0	13749.0	0.000000	0	9	19	3	0.0	0.0	0	0	0	49014	13.181389
2	0	0.0	0.0	0.0	NaN	22	20.000000	18.000000	29890.0	29890.0	0.071429	1	11	0	3	0.0	0.0	1	0	0	124839	11.561944
3	0	NaN	NaN	NaN	NaN	36	4.687500	4.888889	40040.0	40040.0	0.031250	1	31	21	0	0.0	0.0	1	0	0	324676	15.751111
4	0	0.0	0.0	0.0	NaN	25	13.000000	13.000000	7100.0	7100.0	0.000000	0	1	0	0	0.0	0.0	0	0	0	7100	12.698611
5	0	0.0	0.0	0.0	NaN	18	NaN	NaN	0.0	0.0	NaN	0	0	0	0	NaN	NaN	0	0	0	0	18.328333
6	0	0.0	142.0	0.0	0.000000	49	3.000000	3.000000	2373.0	2373.0	0.000000	0	1	0	0	0.0	0.0	0	18760	8337	2373	10.244444
7	57229	0.0	0.0	0.0	0.232244	34	26.930233	25.866667	8655.0	9645.0	0.083333	20	215	257	0	0.0	0.0	37	42206	35336	457257	12.192778
8	148922	0.0	47.0	0.0	0.969055	40	33.727273	37.571429	6075.0	9090.0	0.818182	9	3	2	3	0.0	0.0	23	104643	32381	24390	21.411111
9	0	0.0	0.0	0.0	NaN	47	21.000000	21.250000	36985.0	36985.0	0.000000	0	5	10	0	0.0	0.0	0	0	0	78620	13.340833

Last rows

	account_amount_added_12_24m	account_days_in_dc_12_24m	account_days_in_rem_12_24m	account_days_in_term_12_24m	account_incoming_debt_vs_paid_0_24m	age	avg_payment_span_0_12m	avg_payment_span_0_3m	max_paid_inv_0_12m	max_paid_inv_0_24m	num_active_div_by_paid_inv_0_12m	num_active_inv	num_arch_ok_0_12m	num_arch_ok_12_24m	num_arch_rem_0_12m	num_arch_written_off_0_12m	num_arch_written_off_12_24m	num_unpaid_bills	sum_capital_paid_account_0_12m	sum_capital_paid_account_12_24m	sum_paid_inv_0_12m	time_hours
99966	16642	0.0	59.0	0.0	0.000000	40	40.000000	16.000000	11835.0	11835.0	0.142857	1	2	5	5	0.0	0.0	2	12738	10852	44244	17.471389
99967	32355	0.0	125.0	44.0	0.665829	28	12.000000	NaN	9330.0	9330.0	0.000000	0	1	0	0	0.0	0.0	16	20633	22355	10225	13.057500
99968	0	0.0	0.0	0.0	NaN	45	17.090909	20.714286	12264.0	12264.0	0.037975	3	77	44	0	0.0	0.0	3	0	0	276135	19.786944
99969	0	365.0	0.0	0.0	0.371604	31	NaN	NaN	895.0	895.0	NaN	0	0	0	0	NaN	NaN	2	7695	1025	895	11.290833
99970	88405	0.0	15.0	0.0	0.672000	21	NaN	NaN	0.0	6242.0	NaN	0	0	2	0	0.0	0.0	9	28870	25771	0	9.060833
99971	0	0.0	0.0	0.0	NaN	33	10.333333	NaN	35195.0	35195.0	0.000000	0	6	2	0	0.0	0.0	0	0	0	60127	10.765556
99972	0	0.0	0.0	0.0	0.004044	44	36.000000	NaN	4740.0	4740.0	0.000000	0	1	3	0	0.0	0.0	1	7948	0	4740	21.708333
99973	45671	0.0	20.0	0.0	0.705078	24	NaN	NaN	1200.0	1200.0	NaN	0	0	0	0	NaN	NaN	18	17447	19627	3100	2.185278
99974	56102	0.0	0.0	0.0	0.064175	31	17.500000	NaN	15000.0	15000.0	0.000000	0	2	1	0	0.0	0.0	1	18339	56180	34785	9.725278
99975	0	0.0	0.0	0.0	NaN	41	34.666667	37.500000	13246.0	14817.0	0.000000	0	2	2	1	0.0	0.0	1	0	0	30602	11.585278

Overview

Variables

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Interactions

Correlations

Spearman's ρ

Pearson's r

Kendall's τ

Cramér's V (φc)

Phik (φk)

Missing values

Sample

First rows

Last rows